Pancreas Segmentation on Pancreas-CT (test)
83.49DiceSwin-UNETR
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Swin-UNETRLabeled Ratio=62/62 (100%)2025.12 | 83.49 | 71.86 | — | — | — | 0.45 | |
| UnCoLLabeled Ratio=12/62 (~20%)2025.12 | 83.16 | 71.46 | — | — | 5.44 | 1.44 | |
| V-NetLabeled Scans=62 (All), Unlabeled Scans=02021.03 | 83.02 | 71.36 | 5.18 | 1.19 | — | — | |
| BCPLabeled Ratio=12/62 (~20%)2025.12 | 82.93 | 71.21 | — | — | 6.3 | 1.83 | |
| VNetLabeled Ratio=62/62 (100%)2025.12 | 81.89 | 69.78 | — | — | 9.33 | 2.39 | |
| Su et al.Labeled Ratio=12/62 (~20%)2025.12 | 81.01 | 68.5 | — | — | 6.32 | 1.72 | |
| BCPLabeled Ratio=6/62 (~10%)2025.12 | 80.73 | 68.48 | — | — | 7.67 | 2.38 | |
| UnCoLLabeled Ratio=6/62 (~10%)2025.12 | 80.4 | 67.6 | — | — | 6.86 | 1.85 | |
| nnU-NetLabeled Ratio=62/62 (100%)2025.12 | 79.93 | 67.91 | — | — | 6.32 | 1.94 | |
| SAM-Med3DLabeled Ratio=0/62 (0%)2025.12 | 79.37 | 66.02 | — | — | 5.52 | 1.55 | |
| MC-NetLabeled Scans=12 (20%), Unlabeled Scans=50 (80%)2021.03 | 79.05 | 65.83 | 10.29 | 2.72 | — | — | |
| DTCLabeled Scans=12 (20%), Unlabeled Scans=50 (80%)2021.03 | 78.27 | 64.75 | 8.36 | 2.25 | — | — | |
| MC-Net+Labeled Ratio=12/62 (~20%)2025.12 | 77.98 | 64.69 | — | — | 8.97 | 2.63 | |
| CauSSLLabeled Ratio=12/62 (~20%)2025.12 | 77.44 | 64.02 | — | — | 11.96 | 3.52 | |
| FUSSNetLabeled Ratio=12/62 (~20%)2025.12 | 77.26 | 63.64 | — | — | 12.66 | 4.02 | |
| SASSNetLabeled Scans=12 (20%), Unlabeled Scans=50 (80%)2021.03 | 77.11 | 64.24 | 8.93 | 1.41 | — | — | |
| UA-MTLabeled Scans=12 (20%), Unlabeled Scans=50 (80%)2021.03 | 76.75 | 63.77 | 11.41 | 2.79 | — | — | |
| UA-MTLabeled Ratio=12/62 (~20%)2025.12 | 76.45 | 62.53 | — | — | 9.47 | 2.99 | |
| AC-MTLabeled Ratio=12/62 (~20%)2025.12 | 76.39 | 62.55 | — | — | 10.8 | 3.3 | |
| SemiSAM+Labeled Ratio=12/62 (~20%)2025.12 | 75.97 | 61.76 | — | — | 8.89 | 2.57 | |
| Swin-UNETRLabeled Ratio=12/62 (~20%)2025.12 | 75.42 | 61.14 | — | — | 5.12 | 1 | |
| MTLabeled Ratio=12/62 (~20%)2025.12 | 74.97 | 60.63 | — | — | 12.18 | 3.59 | |
| Su et al.Labeled Ratio=6/62 (~10%)2025.12 | 71.29 | 56.25 | — | — | 18.19 | 5.97 | |
| MedSAMLabeled Ratio=0/62 (0%)2025.12 | 70.92 | 55.1 | — | — | 7.71 | 2.68 | |
| VNetLabeled Ratio=12/62 (~20%)2025.12 | 70.52 | 55.62 | — | — | 10.43 | 2.28 | |
| V-NetLabeled Scans=12 (20%), Unlabeled Scans=02021.03 | 69.65 | 55.19 | 20.2 | 6.31 | — | — | |
| MC-NetLabeled Scans=6 (10%), Unlabeled Scans=56 (90%)2021.03 | 68.94 | 54.74 | 16.28 | 3.16 | — | — | |
| UA-MTLabeled Scans=6 (10%), Unlabeled Scans=56 (90%)2021.03 | 68.7 | 54.65 | 13.89 | 3.23 | — | — | |
| Swin-UNETRLabeled Ratio=6/62 (~10%)2025.12 | 67.11 | 51.42 | — | — | 12.35 | 2.91 | |
| SASSNetLabeled Scans=6 (10%), Unlabeled Scans=56 (90%)2021.03 | 66.52 | 52.23 | 17.11 | 2.25 | — | — | |
| AC-MTLabeled Ratio=6/62 (~10%)2025.12 | 66.5 | 50.43 | — | — | 21.96 | 7.31 | |
| DTCLabeled Scans=6 (10%), Unlabeled Scans=56 (90%)2021.03 | 66.27 | 52.07 | 15 | 4.44 | — | — | |
| SemiSAM+Labeled Ratio=6/62 (~10%)2025.12 | 64.72 | 48.65 | — | — | 20.53 | 6.1 | |
| CauSSLLabeled Ratio=6/62 (~10%)2025.12 | 64.35 | 48.75 | — | — | 23.01 | 7.77 | |
| MTLabeled Ratio=6/62 (~10%)2025.12 | 64.28 | 48.4 | — | — | 28.19 | 8.92 | |
| MC-Net+Labeled Ratio=6/62 (~10%)2025.12 | 64.26 | 48.82 | — | — | 33.63 | 13.02 | |
| UA-MTLabeled Ratio=6/62 (~10%)2025.12 | 62.04 | 45.46 | — | — | — | 11.26 | |
| nnU-NetLabeled Ratio=12/62 (~20%)2025.12 | 60.06 | 45.08 | — | — | 16.65 | 5.51 | |
| FUSSNetLabeled Ratio=6/62 (~10%)2025.12 | 59.32 | 43.24 | — | — | 30.83 | 10.29 | |
| SegVolLabeled Ratio=62/62 (100%)2025.12 | 58.83 | 42.23 | — | — | 21.62 | 5.43 | |
| VNetLabeled Ratio=6/62 (~10%)2025.12 | 56.96 | 41.38 | — | — | 18.69 | 5.38 | |
| V-NetLabeled Scans=6 (10%), Unlabeled Scans=02021.03 | 55.06 | 40.48 | 32.8 | 12.67 | — | — | |
| nnU-NetLabeled Ratio=6/62 (~10%)2025.12 | 49.06 | 34.93 | — | — | 23.66 | 8.62 | |
| SAMLabeled Ratio=0/62 (0%)2025.12 | 18.13 | 10.16 | — | — | 17.86 | 4.27 |